This week, I presented a keynote talk at the DistributedML’21 workshop on our recent works on building software systems support for practical federated computation (Sol, Oort, and FedScale). This is a longer version of my talk at Google FL workshop last month, and the updated slides go into more details of our research on cross-silo and cross-device federated learning and analytics.